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Found 5 papers, 3 papers with code
Intercomparison of Brown Dwarf Model Grids and Atmospheric Retrieval Using Machine Learning
Understanding differences between sub-stellar spectral data and models has proven to be a major challenge, especially for self-consistent model grids that are necessary for a thorough investigation of brown dwarf atmospheres.
Retrieval analysis of 38 WFC3 transmission spectra and resolution of the normalisation degeneracy
A comprehensive analysis of 38 previously published Wide Field Camera 3 (WFC3) transmission spectra is performed using a hierarchy of nested-sampling retrievals: with versus without clouds, grey versus non-grey clouds, isothermal versus non-isothermal transit chords and with water, hydrogen cyanide and/or ammonia.
Earth and Planetary Astrophysics Atmospheric and Oceanic Physics Data Analysis, Statistics and Probability
Supervised Machine Learning for Analysing Spectra of Exoplanetary Atmospheres
Machine learning has previously been used to determine which molecules to include in the model, but the retrieval itself was still performed using standard methods.
Earth and Planetary Astrophysics Atmospheric and Oceanic Physics Data Analysis, Statistics and Probability
The theory of transmission spectra revisited: a semi-analytical method for interpreting WFC3 data and an unresolved challenge
Second, we show that the transmission spectra of isothermal atmospheres are nearly isobaric.
Earth and Planetary Astrophysics Atmospheric and Oceanic Physics
VULCAN: an Open-Source, Validated Chemical Kinetics Python Code for Exoplanetary Atmospheres
It is constructed for gaseous chemistry from 500 to 2500 K using a reduced C-H-O chemical network with about 300 reactions.
Earth and Planetary Astrophysics
